GPT-5.1 is OpenAI’s November 2025 refresh of GPT-5. It keeps the same two-model layout (Instant and Thinking) but adds adaptive reasoning, warmer default tone, and 24-hour prompt caching on the API.
What is GPT-5.1?
It is a point release rather than a new frontier model. OpenAI tuned the post-training so responses read less clinical, and rewired how the model chooses reasoning effort: instead of you picking low or high up front, GPT-5.1 decides per prompt through a setting called adaptive reasoning.
On the API the model IDs are gpt-5.1 and gpt-5.1-chat-latest. Pricing stays at $1.25 per million input tokens and $10 per million output tokens for the standard tier โ the smaller figure is what makes the caching change matter.
What are GPT-5.1’s main features?
- Adaptive reasoning: the model picks its own thinking depth, so short factual questions stop burning Thinking tokens.
- Prompt caching with 24-hour retention: repeated long system prompts bill at roughly 10% of normal input cost.
- Warmer tone: OpenAI loosened the default style; instructions like “be direct” are honored more reliably than in GPT-5.
- Two variants: Instant for latency-sensitive chat, Thinking for math, code and multi-step planning.
- Safety routing: sensitive conversations can hand off to a dedicated safety model instead of refusing outright.
Product Highlights
- Caching is the real upgrade for anyone running agents with long fixed prompts.
- Adaptive reasoning cuts cost unpredictably โ you save on easy calls, but you cannot forecast per-request spend.
- Still no fine-tuning for GPT-5.1 at launch, which frustrates teams that tuned GPT-4o.
What is GPT-5.1 used for?
- Customer support agents where a fixed 2,000-token system prompt repeats thousands of times a day.
- Code review and refactoring with the Thinking variant.
- Drafting marketing copy where the default GPT-5 voice felt too stiff.
- Long-document Q&A piped through the API with cached context.
- Chat products that need streaming responses under 500ms for the Instant model.
Quick Summary
- GPT-5.1 is an incremental tuning of GPT-5, not a new base model.
- Free ChatGPT users get a weekly cap on Thinking; Plus is $20/month.
- API input costs $1.25/M tokens; cached input drops near $0.125/M for 24 hours.
- It suits agent builders more than casual users, since the biggest win is caching.
- Teams that depend on fine-tuning should wait or stay on an older model.
